Explaining the Explainer: A First Theoretical Analysis of LIME

Damien Garreau, Ulrike von Luxburg

Abstract: Machine learning is used more and more often for sensitive applications, sometimes replacing humans in critical decision-making processes. As such, interpretability of these algorithms is a pressin...